Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	2002
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	999
Duplicate rows (%)	49.9%
Total size in memory	359.9 KiB
Average record size in memory	184.1 B

Variable types

Numeric	21
Categorical	2

Alerts

Dataset has 999 (49.9%) duplicate rows	Duplicates
`PAY_0` is highly overall correlated with `PAY_2` and 4 other fields	High correlation
`PAY_2` is highly overall correlated with `PAY_0` and 4 other fields	High correlation
`PAY_3` is highly overall correlated with `PAY_0` and 4 other fields	High correlation
`PAY_4` is highly overall correlated with `PAY_0` and 4 other fields	High correlation
`PAY_5` is highly overall correlated with `PAY_0` and 4 other fields	High correlation
`PAY_6` is highly overall correlated with `PAY_0` and 4 other fields	High correlation
`BILL_AMT1` is highly overall correlated with `LIMIT_BAL` and 5 other fields	High correlation
`BILL_AMT2` is highly overall correlated with `LIMIT_BAL` and 5 other fields	High correlation
`BILL_AMT3` is highly overall correlated with `LIMIT_BAL` and 5 other fields	High correlation
`BILL_AMT4` is highly overall correlated with `LIMIT_BAL` and 6 other fields	High correlation
`BILL_AMT5` is highly overall correlated with `BILL_AMT1` and 4 other fields	High correlation
`BILL_AMT6` is highly overall correlated with `BILL_AMT1` and 4 other fields	High correlation
`PAY_AMT1` is highly overall correlated with `PAY_AMT6`	High correlation
`PAY_AMT2` is highly overall correlated with `PAY_AMT5` and 1 other fields	High correlation
`PAY_AMT3` is highly overall correlated with `BILL_AMT4`	High correlation
`PAY_AMT4` is highly overall correlated with `BILL_AMT4`	High correlation
`PAY_AMT5` is highly overall correlated with `PAY_AMT2`	High correlation
`PAY_AMT6` is highly overall correlated with `PAY_AMT1` and 1 other fields	High correlation
`LIMIT_BAL` is highly overall correlated with `BILL_AMT1` and 3 other fields	High correlation
`PAY_0` has 949 (47.4%) zeros	Zeros
`PAY_2` has 1053 (52.6%) zeros	Zeros
`PAY_3` has 1028 (51.3%) zeros	Zeros
`PAY_4` has 1080 (53.9%) zeros	Zeros
`PAY_5` has 1088 (54.3%) zeros	Zeros
`PAY_6` has 1001 (50.0%) zeros	Zeros
`BILL_AMT1` has 148 (7.4%) zeros	Zeros
`BILL_AMT2` has 198 (9.9%) zeros	Zeros
`BILL_AMT3` has 224 (11.2%) zeros	Zeros
`BILL_AMT4` has 261 (13.0%) zeros	Zeros
`BILL_AMT5` has 273 (13.6%) zeros	Zeros
`BILL_AMT6` has 307 (15.3%) zeros	Zeros
`PAY_AMT1` has 365 (18.2%) zeros	Zeros
`PAY_AMT2` has 408 (20.4%) zeros	Zeros
`PAY_AMT3` has 449 (22.4%) zeros	Zeros
`PAY_AMT4` has 463 (23.1%) zeros	Zeros
`PAY_AMT5` has 472 (23.6%) zeros	Zeros
`PAY_AMT6` has 546 (27.3%) zeros	Zeros

Reproduction

Analysis started	2023-02-23 14:45:15.489168
Analysis finished	2023-02-23 14:46:03.804379
Duration	48.32 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

LIMIT_BAL
Real number (ℝ)

Distinct	56
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167087.91

Minimum	10000
Maximum	700000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	240000
95-th percentile	420000
Maximum	700000
Range	690000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	130519.9
Coefficient of variation (CV)	0.78114506
Kurtosis	0.55443325
Mean	167087.91
Median Absolute Deviation (MAD)	90000
Skewness	1.0165149
Sum	3.3451 × 10⁸
Variance	1.7035444 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	260	13.0%
20000	117	5.8%
30000	114	5.7%
200000	103	5.1%
80000	88	4.4%
180000	72	3.6%
360000	68	3.4%
100000	66	3.3%
140000	64	3.2%
60000	58	2.9%
Other values (46)	992	49.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10000	26	1.3%
20000	117	5.8%
30000	114	5.7%
40000	20	1.0%
50000	260	13.0%
60000	58	2.9%
70000	46	2.3%
80000	88	4.4%
90000	51	2.5%
100000	66	3.3%

Value	Count	Frequency (%)
700000	2	0.1%
630000	4	0.2%
620000	2	0.1%
610000	2	0.1%
600000	2	0.1%
580000	2	0.1%
510000	4	0.2%
500000	44	2.2%
490000	4	0.2%
480000	4	0.2%

SEX
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

2	1182
1	820

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2002
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
2	1182	59.0%
1	820	41.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	1182	59.0%
1	820	41.0%

Most occurring characters

Value	Count	Frequency (%)
2	1182	59.0%
1	820	41.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2002	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	1182	59.0%
1	820	41.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2002	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	1182	59.0%
1	820	41.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2002	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	1182	59.0%
1	820	41.0%

EDUCATION
Real number (ℝ)

Distinct	6
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7762238

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	3
Maximum	6
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.74939531
Coefficient of variation (CV)	0.42190366
Kurtosis	1.7330872
Mean	1.7762238
Median Absolute Deviation (MAD)	1
Skewness	0.87584311
Sum	3556
Variance	0.56159333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	898	44.9%
1	790	39.5%
3	300	15.0%
5	6	0.3%
4	4	0.2%
6	4	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	790	39.5%
2	898	44.9%
3	300	15.0%
4	4	0.2%
5	6	0.3%
6	4	0.2%

Value	Count	Frequency (%)
6	4	0.2%
5	6	0.3%
4	4	0.2%
3	300	15.0%
2	898	44.9%
1	790	39.5%

MARRIAGE
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	15.8 KiB

2	1139
1	819
3	38
0	6

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2002
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
2	1139	56.9%
1	819	40.9%
3	38	1.9%
0	6	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	1139	56.9%
1	819	40.9%
3	38	1.9%
0	6	0.3%

Most occurring characters

Value	Count	Frequency (%)
2	1139	56.9%
1	819	40.9%
3	38	1.9%
0	6	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2002	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	1139	56.9%
1	819	40.9%
3	38	1.9%
0	6	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	2002	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	1139	56.9%
1	819	40.9%
3	38	1.9%
0	6	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2002	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	1139	56.9%
1	819	40.9%
3	38	1.9%
0	6	0.3%

AGE
Real number (ℝ)

Distinct	44
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.941059

Minimum	21
Maximum	75
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	33
Q3	41
95-th percentile	53
Maximum	75
Range	54
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.2197625
Coefficient of variation (CV)	0.26386614
Kurtosis	0.23296966
Mean	34.941059
Median Absolute Deviation (MAD)	6
Skewness	0.81664579
Sum	69952
Variance	85.00402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
29	114	5.7%
27	114	5.7%
34	96	4.8%
28	95	4.7%
30	94	4.7%
32	92	4.6%
24	87	4.3%
26	83	4.1%
31	78	3.9%
25	74	3.7%
Other values (34)	1075	53.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	2	0.1%
22	54	2.7%
23	70	3.5%
24	87	4.3%
25	74	3.7%
26	83	4.1%
27	114	5.7%
28	95	4.7%
29	114	5.7%
30	94	4.7%

Value	Count	Frequency (%)
75	2	0.1%
73	2	0.1%
63	2	0.1%
61	2	0.1%
60	6	0.3%
59	6	0.3%
58	12	0.6%
57	12	0.6%
56	20	1.0%
55	14	0.7%

PAY_0
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.002997003

Minimum	-2
Maximum	8
Zeros	949
Zeros (%)	47.4%
Negative	586
Negative (%)	29.3%
Memory size	15.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1718807
Coefficient of variation (CV)	-391.01752
Kurtosis	8.0908004
Mean	-0.002997003
Median Absolute Deviation (MAD)	1
Skewness	1.5146319
Sum	-6
Variance	1.3733044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	949	47.4%
-1	428	21.4%
1	272	13.6%
2	167	8.3%
-2	158	7.9%
3	12	0.6%
4	8	0.4%
8	8	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	158	7.9%
-1	428	21.4%
0	949	47.4%
1	272	13.6%
2	167	8.3%
3	12	0.6%
4	8	0.4%
8	8	0.4%

Value	Count	Frequency (%)
8	8	0.4%
4	8	0.4%
3	12	0.6%
2	167	8.3%
1	272	13.6%
0	949	47.4%
-1	428	21.4%
-2	158	7.9%

PAY_2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	9
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.15534466

Minimum	-2
Maximum	7
Zeros	1053
Zeros (%)	52.6%
Negative	671
Negative (%)	33.5%
Memory size	15.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2274325
Coefficient of variation (CV)	-7.9013502
Kurtosis	4.3142633
Mean	-0.15534466
Median Absolute Deviation (MAD)	0
Skewness	1.2068973
Sum	-311
Variance	1.5065906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	1053	52.6%
-1	411	20.5%
-2	260	13.0%
2	248	12.4%
3	16	0.8%
7	8	0.4%
5	2	0.1%
4	2	0.1%
1	2	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	260	13.0%
-1	411	20.5%
0	1053	52.6%
1	2	0.1%
2	248	12.4%
3	16	0.8%
4	2	0.1%
5	2	0.1%
7	8	0.4%

Value	Count	Frequency (%)
7	8	0.4%
5	2	0.1%
4	2	0.1%
3	16	0.8%
2	248	12.4%
1	2	0.1%
0	1053	52.6%
-1	411	20.5%
-2	260	13.0%

PAY_3
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.16083916

Minimum	-2
Maximum	7
Zeros	1028
Zeros (%)	51.3%
Negative	690
Negative (%)	34.5%
Memory size	15.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2594887
Coefficient of variation (CV)	-7.830734
Kurtosis	3.9731707
Mean	-0.16083916
Median Absolute Deviation (MAD)	0
Skewness	1.2303656
Sum	-322
Variance	1.5863117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	1028	51.3%
-1	416	20.8%
-2	274	13.7%
2	258	12.9%
4	8	0.4%
6	8	0.4%
7	4	0.2%
3	2	0.1%
1	2	0.1%
5	2	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	274	13.7%
-1	416	20.8%
0	1028	51.3%
1	2	0.1%
2	258	12.9%
3	2	0.1%
4	8	0.4%
5	2	0.1%
6	8	0.4%
7	4	0.2%

Value	Count	Frequency (%)
7	4	0.2%
6	8	0.4%
5	2	0.1%
4	8	0.4%
3	2	0.1%
2	258	12.9%
1	2	0.1%
0	1028	51.3%
-1	416	20.8%
-2	274	13.7%

PAY_4
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.27972028

Minimum	-2
Maximum	7
Zeros	1080
Zeros (%)	53.9%
Negative	720
Negative (%)	36.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.181939
Coefficient of variation (CV)	-4.225432
Kurtosis	4.4573116
Mean	-0.27972028
Median Absolute Deviation (MAD)	0
Skewness	1.219633
Sum	-560
Variance	1.3969798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	1080	53.9%
-1	408	20.4%
-2	312	15.6%
2	174	8.7%
3	10	0.5%
5	10	0.5%
4	4	0.2%
7	4	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	312	15.6%
-1	408	20.4%
0	1080	53.9%
2	174	8.7%
3	10	0.5%
4	4	0.2%
5	10	0.5%
7	4	0.2%

Value	Count	Frequency (%)
7	4	0.2%
5	10	0.5%
4	4	0.2%
3	10	0.5%
2	174	8.7%
0	1080	53.9%
-1	408	20.4%
-2	312	15.6%

PAY_5
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.28021978

Minimum	-2
Maximum	7
Zeros	1088
Zeros (%)	54.3%
Negative	708
Negative (%)	35.4%
Memory size	15.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.1679967
Coefficient of variation (CV)	-4.168145
Kurtosis	3.75307
Mean	-0.28021978
Median Absolute Deviation (MAD)	0
Skewness	1.0535828
Sum	-561
Variance	1.3642162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	1088	54.3%
-1	387	19.3%
-2	321	16.0%
2	180	9.0%
3	10	0.5%
4	10	0.5%
7	4	0.2%
5	2	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	321	16.0%
-1	387	19.3%
0	1088	54.3%
2	180	9.0%
3	10	0.5%
4	10	0.5%
5	2	0.1%
7	4	0.2%

Value	Count	Frequency (%)
7	4	0.2%
5	2	0.1%
4	10	0.5%
3	10	0.5%
2	180	9.0%
0	1088	54.3%
-1	387	19.3%
-2	321	16.0%

PAY_6
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.31018981

Minimum	-2
Maximum	7
Zeros	1001
Zeros (%)	50.0%
Negative	778
Negative (%)	38.9%
Memory size	15.8 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	7
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2022742
Coefficient of variation (CV)	-3.8759308
Kurtosis	3.3173686
Mean	-0.31018981
Median Absolute Deviation (MAD)	0.5
Skewness	1.0622789
Sum	-621
Variance	1.4454633
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	1001	50.0%
-1	435	21.7%
-2	343	17.1%
2	197	9.8%
3	16	0.8%
6	6	0.3%
4	2	0.1%
7	2	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2	343	17.1%
-1	435	21.7%
0	1001	50.0%
2	197	9.8%
3	16	0.8%
4	2	0.1%
6	6	0.3%
7	2	0.1%

Value	Count	Frequency (%)
7	2	0.1%
6	6	0.3%
4	2	0.1%
3	16	0.8%
2	197	9.8%
0	1001	50.0%
-1	435	21.7%
-2	343	17.1%

BILL_AMT1
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	907
Distinct (%)	45.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49422.346

Minimum	-14386
Maximum	507726
Zeros	148
Zeros (%)	7.4%
Negative	44
Negative (%)	2.2%
Memory size	15.8 KiB

Quantile statistics

Minimum	-14386
5-th percentile	0
Q1	3136
median	21229
Q3	59801.75
95-th percentile	199436
Maximum	507726
Range	522112
Interquartile range (IQR)	56665.75

Descriptive statistics

Standard deviation	72613.583
Coefficient of variation (CV)	1.469246
Kurtosis	8.9570767
Mean	49422.346
Median Absolute Deviation (MAD)	20831.5
Skewness	2.6708569
Sum	98943537
Variance	5.2727324 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	148	7.4%
390	16	0.8%
780	8	0.4%
396	6	0.3%
316	6	0.3%
5780	4	0.2%
2000	4	0.2%
819	4	0.2%
-200	4	0.2%
650	4	0.2%
Other values (897)	1798	89.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-14386	2	0.1%
-2000	2	0.1%
-1312	2	0.1%
-1100	2	0.1%
-946	2	0.1%
-709	2	0.1%
-475	2	0.1%
-288	2	0.1%
-200	4	0.2%
-190	2	0.1%

Value	Count	Frequency (%)
507726	2	0.1%
507062	2	0.1%
471814	2	0.1%
467150	2	0.1%
422069	2	0.1%
400134	2	0.1%
386405	2	0.1%
367965	2	0.1%
366193	2	0.1%
355215	2	0.1%

BILL_AMT2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	878
Distinct (%)	43.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47891.357

Minimum	-13543
Maximum	509229
Zeros	198
Zeros (%)	9.9%
Negative	47
Negative (%)	2.3%
Memory size	15.8 KiB

Quantile statistics

Minimum	-13543
5-th percentile	0
Q1	3275.5
median	20408.5
Q3	58417.75
95-th percentile	196143
Maximum	509229
Range	522772
Interquartile range (IQR)	55142.25

Descriptive statistics

Standard deviation	72055.49
Coefficient of variation (CV)	1.5045615
Kurtosis	9.6659181
Mean	47891.357
Median Absolute Deviation (MAD)	20092.5
Skewness	2.7766944
Sum	95878497
Variance	5.1919937 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	198	9.9%
390	10	0.5%
780	8	0.4%
316	8	0.4%
300	8	0.4%
396	6	0.3%
-200	6	0.3%
1261	6	0.3%
291	6	0.3%
100	4	0.2%
Other values (868)	1742	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13543	2	0.1%
-9850	2	0.1%
-1100	2	0.1%
-1041	2	0.1%
-946	2	0.1%
-818	1	< 0.1%
-709	2	0.1%
-707	2	0.1%
-425	2	0.1%
-303	2	0.1%

Value	Count	Frequency (%)
509229	2	0.1%
491956	2	0.1%
478380	2	0.1%
458862	2	0.1%
431342	2	0.1%
412023	2	0.1%
398857	2	0.1%
387910	2	0.1%
372700	2	0.1%
363325	2	0.1%

BILL_AMT3
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	866
Distinct (%)	43.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44981.964

Minimum	-9850
Maximum	499936
Zeros	224
Zeros (%)	11.2%
Negative	44
Negative (%)	2.2%
Memory size	15.8 KiB

Quantile statistics

Minimum	-9850
5-th percentile	0
Q1	1947
median	19298
Q3	54477
95-th percentile	186292
Maximum	499936
Range	509786
Interquartile range (IQR)	52530

Descriptive statistics

Standard deviation	69510.626
Coefficient of variation (CV)	1.5452999
Kurtosis	10.605545
Mean	44981.964
Median Absolute Deviation (MAD)	18908
Skewness	2.8994823
Sum	90053892
Variance	4.8317271 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	224	11.2%
390	16	0.8%
396	6	0.3%
316	6	0.3%
-2	6	0.3%
780	6	0.3%
664	4	0.2%
325	4	0.2%
1350	4	0.2%
13001	4	0.2%
Other values (856)	1722	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9850	2	0.1%
-2697	2	0.1%
-1690	2	0.1%
-946	2	0.1%
-709	2	0.1%
-684	2	0.1%
-527	2	0.1%
-387	2	0.1%
-288	2	0.1%
-281	2	0.1%

Value	Count	Frequency (%)
499936	2	0.1%
479432	2	0.1%
469703	2	0.1%
445007	2	0.1%
430637	2	0.1%
404205	2	0.1%
395612	2	0.1%
375948	2	0.1%
375070	2	0.1%
373181	2	0.1%

BILL_AMT4
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	848
Distinct (%)	42.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40741.321

Minimum	-3684
Maximum	628699
Zeros	261
Zeros (%)	13.0%
Negative	44
Negative (%)	2.2%
Memory size	15.8 KiB

Quantile statistics

Minimum	-3684
5-th percentile	0
Q1	1438
median	17743
Q3	48800
95-th percentile	167163
Maximum	628699
Range	632383
Interquartile range (IQR)	47362

Descriptive statistics

Standard deviation	68166.982
Coefficient of variation (CV)	1.6731657
Kurtosis	17.846334
Mean	40741.321
Median Absolute Deviation (MAD)	17328
Skewness	3.5793917
Sum	81564124
Variance	4.6467374 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	261	13.0%
390	14	0.7%
316	10	0.5%
300	6	0.3%
2340	4	0.2%
362	4	0.2%
5400	4	0.2%
240	4	0.2%
5818	4	0.2%
-2	4	0.2%
Other values (838)	1687	84.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3684	2	0.1%
-2898	2	0.1%
-2618	2	0.1%
-946	2	0.1%
-923	2	0.1%
-828	2	0.1%
-810	2	0.1%
-387	2	0.1%
-288	2	0.1%
-281	2	0.1%

Value	Count	Frequency (%)
628699	2	0.1%
542653	2	0.1%
505507	2	0.1%
487066	2	0.1%
479978	2	0.1%
447130	2	0.1%
386295	2	0.1%
376657	2	0.1%
360199	2	0.1%
354839	2	0.1%

BILL_AMT5
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	836
Distinct (%)	41.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39071.871

Minimum	-28335
Maximum	484612
Zeros	273
Zeros (%)	13.6%
Negative	52
Negative (%)	2.6%
Memory size	15.8 KiB

Quantile statistics

Minimum	-28335
5-th percentile	0
Q1	1254
median	17591.5
Q3	46361.75
95-th percentile	165725
Maximum	484612
Range	512947
Interquartile range (IQR)	45107.75

Descriptive statistics

Standard deviation	63062.665
Coefficient of variation (CV)	1.614017
Kurtosis	12.842305
Mean	39071.871
Median Absolute Deviation (MAD)	17175.5
Skewness	3.1093559
Sum	78221886
Variance	3.9768997 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	273	13.6%
390	16	0.8%
2000	6	0.3%
316	6	0.3%
396	6	0.3%
150	6	0.3%
688	4	0.2%
19450	4	0.2%
166	4	0.2%
19323	4	0.2%
Other values (826)	1673	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-28335	2	0.1%
-5000	2	0.1%
-3272	2	0.1%
-1488	2	0.1%
-1005	2	0.1%
-946	2	0.1%
-783	2	0.1%
-679	2	0.1%
-527	2	0.1%
-420	2	0.1%

Value	Count	Frequency (%)
484612	2	0.1%
483003	2	0.1%
471145	2	0.1%
440982	2	0.1%
369532	2	0.1%
356656	2	0.1%
356636	2	0.1%
356206	2	0.1%
335760	2	0.1%
315820	2	0.1%

BILL_AMT6
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	824
Distinct (%)	41.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38056.488

Minimum	-339603
Maximum	473944
Zeros	307
Zeros (%)	15.3%
Negative	36
Negative (%)	1.8%
Memory size	15.8 KiB

Quantile statistics

Minimum	-339603
5-th percentile	0
Q1	869
median	15874
Q3	46557
95-th percentile	167964
Maximum	473944
Range	813547
Interquartile range (IQR)	45688

Descriptive statistics

Standard deviation	63040.633
Coefficient of variation (CV)	1.6565016
Kurtosis	12.144814
Mean	38056.488
Median Absolute Deviation (MAD)	15664.5
Skewness	2.635236
Sum	76189089
Variance	3.9741214 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	307	15.3%
390	16	0.8%
150	8	0.4%
316	8	0.4%
291	6	0.3%
1320	6	0.3%
780	5	0.2%
830	4	0.2%
199	4	0.2%
-200	4	0.2%
Other values (814)	1634	81.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-339603	2	0.1%
-3272	2	0.1%
-1884	2	0.1%
-946	2	0.1%
-780	2	0.1%
-304	2	0.1%
-281	2	0.1%
-246	2	0.1%
-200	4	0.2%
-189	2	0.1%

Value	Count	Frequency (%)
473944	2	0.1%
469961	2	0.1%
434715	2	0.1%
419643	2	0.1%
367399	2	0.1%
364089	2	0.1%
352257	2	0.1%
330121	2	0.1%
309959	2	0.1%
305498	2	0.1%

PAY_AMT1
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	522
Distinct (%)	26.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5373.7023

Minimum	0
Maximum	199646
Zeros	365
Zeros (%)	18.2%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2160
Q3	5085
95-th percentile	20000
Maximum	199646
Range	199646
Interquartile range (IQR)	4085

Descriptive statistics

Standard deviation	12177.441
Coefficient of variation (CV)	2.2661175
Kurtosis	88.154436
Mean	5373.7023
Median Absolute Deviation (MAD)	1926
Skewness	7.7466708
Sum	10758152
Variance	1.4829006 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	365	18.2%
2000	80	4.0%
3000	64	3.2%
2500	40	2.0%
10000	38	1.9%
5000	33	1.6%
1000	32	1.6%
1500	26	1.3%
4000	22	1.1%
1800	18	0.9%
Other values (512)	1284	64.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	365	18.2%
1	2	0.1%
39	4	0.2%
92	2	0.1%
100	2	0.1%
105	2	0.1%
131	2	0.1%
138	2	0.1%
157	2	0.1%
165	2	0.1%

Value	Count	Frequency (%)
199646	2	0.1%
120093	2	0.1%
120041	2	0.1%
90000	2	0.1%
81690	2	0.1%
80000	4	0.2%
70010	2	0.1%
67650	2	0.1%
57087	2	0.1%
55000	2	0.1%

PAY_AMT2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	521
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5049.9426

Minimum	0
Maximum	285138
Zeros	408
Zeros (%)	20.4%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	390
median	1700
Q3	4500
95-th percentile	16025
Maximum	285138
Range	285138
Interquartile range (IQR)	4110

Descriptive statistics

Standard deviation	15622.382
Coefficient of variation (CV)	3.0935761
Kurtosis	150.69656
Mean	5049.9426
Median Absolute Deviation (MAD)	1700
Skewness	10.744887
Sum	10109985
Variance	2.4405881 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	408	20.4%
2000	57	2.8%
1500	54	2.7%
5000	54	2.7%
3000	54	2.7%
1000	49	2.4%
1600	24	1.2%
1400	20	1.0%
1200	20	1.0%
6000	18	0.9%
Other values (511)	1244	62.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	408	20.4%
1	2	0.1%
2	4	0.2%
3	2	0.1%
5	2	0.1%
7	2	0.1%
10	2	0.1%
11	2	0.1%
12	2	0.1%
15	2	0.1%

Value	Count	Frequency (%)
285138	2	0.1%
199982	2	0.1%
177671	2	0.1%
145000	2	0.1%
104279	2	0.1%
88678	2	0.1%
84440	2	0.1%
75720	2	0.1%
55693	2	0.1%
52110	2	0.1%

PAY_AMT3
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	495
Distinct (%)	24.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4130.6553

Minimum	0
Maximum	133657
Zeros	449
Zeros (%)	22.4%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	229.25
median	1200
Q3	3715
95-th percentile	14324.3
Maximum	133657
Range	133657
Interquartile range (IQR)	3485.75

Descriptive statistics

Standard deviation	10340.006
Coefficient of variation (CV)	2.5032361
Kurtosis	61.655392
Mean	4130.6553
Median Absolute Deviation (MAD)	1200
Skewness	6.8182985
Sum	8269572
Variance	1.0691572 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	449	22.4%
1000	103	5.1%
2000	76	3.8%
3000	70	3.5%
5000	44	2.2%
1500	24	1.2%
6000	20	1.0%
10000	20	1.0%
500	18	0.9%
4000	18	0.9%
Other values (485)	1160	57.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	449	22.4%
3	2	0.1%
27	2	0.1%
28	2	0.1%
50	2	0.1%
54	2	0.1%
87	2	0.1%
91	2	0.1%
100	2	0.1%
116	2	0.1%

Value	Count	Frequency (%)
133657	2	0.1%
130000	2	0.1%
89000	1	< 0.1%
80000	2	0.1%
75940	2	0.1%
74354	2	0.1%
68454	2	0.1%
65840	2	0.1%
62520	2	0.1%
61411	2	0.1%

PAY_AMT4
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	482
Distinct (%)	24.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4669.7033

Minimum	0
Maximum	188840
Zeros	463
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	150
median	1380
Q3	4000
95-th percentile	17000
Maximum	188840
Range	188840
Interquartile range (IQR)	3850

Descriptive statistics

Standard deviation	13266.465
Coefficient of variation (CV)	2.8409654
Kurtosis	70.355758
Mean	4669.7033
Median Absolute Deviation (MAD)	1380
Skewness	7.4498753
Sum	9348746
Variance	1.7599911 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	463	23.1%
1000	89	4.4%
2000	70	3.5%
5000	48	2.4%
3000	48	2.4%
1500	36	1.8%
4000	32	1.6%
500	26	1.3%
2500	22	1.1%
10000	16	0.8%
Other values (472)	1152	57.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	463	23.1%
6	6	0.3%
7	2	0.1%
17	2	0.1%
25	2	0.1%
64	2	0.1%
69	2	0.1%
74	2	0.1%
92	2	0.1%
98	2	0.1%

Value	Count	Frequency (%)
188840	2	0.1%
146900	2	0.1%
107591	2	0.1%
100000	4	0.2%
99669	2	0.1%
99000	2	0.1%
97441	2	0.1%
88348	2	0.1%
80552	2	0.1%
79377	2	0.1%

PAY_AMT5
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	481
Distinct (%)	24.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5332.6818

Minimum	0
Maximum	195599
Zeros	472
Zeros (%)	23.6%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	196.75
median	1306
Q3	3745
95-th percentile	17000
Maximum	195599
Range	195599
Interquartile range (IQR)	3548.25

Descriptive statistics

Standard deviation	16807.872
Coefficient of variation (CV)	3.151861
Kurtosis	58.094076
Mean	5332.6818
Median Absolute Deviation (MAD)	1306
Skewness	7.0296679
Sum	10676029
Variance	2.8250456 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	472	23.6%
1000	84	4.2%
3000	70	3.5%
2000	64	3.2%
1500	48	2.4%
5000	38	1.9%
4000	24	1.2%
500	18	0.9%
1200	16	0.8%
3500	16	0.8%
Other values (471)	1152	57.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	472	23.6%
12	2	0.1%
60	2	0.1%
91	1	< 0.1%
100	2	0.1%
150	8	0.4%
160	2	0.1%
162	2	0.1%
169	2	0.1%
175	2	0.1%

Value	Count	Frequency (%)
195599	2	0.1%
184922	2	0.1%
162000	2	0.1%
160719	2	0.1%
133841	2	0.1%
132200	2	0.1%
130291	2	0.1%
101005	2	0.1%
100000	6	0.3%
85900	2	0.1%

PAY_AMT6
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	436
Distinct (%)	21.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5096.9461

Minimum	0
Maximum	528666
Zeros	546
Zeros (%)	27.3%
Negative	0
Negative (%)	0.0%
Memory size	15.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1261
Q3	3800
95-th percentile	13770
Maximum	528666
Range	528666
Interquartile range (IQR)	3800

Descriptive statistics

Standard deviation	23652.198
Coefficient of variation (CV)	4.6404647
Kurtosis	289.2105
Mean	5096.9461
Median Absolute Deviation (MAD)	1261
Skewness	15.230827
Sum	10204086
Variance	5.5942649 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	546	27.3%
2000	101	5.0%
1000	100	5.0%
3000	56	2.8%
5000	52	2.6%
2500	30	1.5%
1500	30	1.5%
4000	24	1.2%
10000	24	1.2%
6000	18	0.9%
Other values (426)	1021	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	546	27.3%
1	2	0.1%
3	2	0.1%
4	2	0.1%
60	2	0.1%
62	2	0.1%
66	4	0.2%
95	2	0.1%
100	4	0.2%
102	4	0.2%

Value	Count	Frequency (%)
528666	2	0.1%
345293	2	0.1%
185652	2	0.1%
167000	2	0.1%
153504	2	0.1%
126685	2	0.1%
105700	2	0.1%
77195	2	0.1%
68978	2	0.1%
67619	2	0.1%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6
0	20000	2	2	1	24	2	2	-1	-1	-2	-2	3913	3102	689	0	0	0	0	689	0	0	0	0
1	120000	2	2	2	26	-1	2	0	0	0	2	2682	1725	2682	3272	3455	3261	0	1000	1000	1000	0	2000
2	90000	2	2	2	34	0	0	0	0	0	0	29239	14027	13559	14331	14948	15549	1518	1500	1000	1000	1000	5000
3	50000	2	2	1	37	0	0	0	0	0	0	46990	48233	49291	28314	28959	29547	2000	2019	1200	1100	1069	1000
4	50000	1	2	1	57	-1	0	-1	0	0	0	8617	5670	35835	20940	19146	19131	2000	36681	10000	9000	689	679
5	50000	1	1	2	37	0	0	0	0	0	0	64400	57069	57608	19394	19619	20024	2500	1815	657	1000	1000	800
6	500000	1	1	2	29	0	0	0	0	0	0	367965	412023	445007	542653	483003	473944	55000	40000	38000	20239	13750	13770
7	100000	2	2	2	23	0	-1	-1	0	0	-1	11876	380	601	221	-159	567	380	601	0	581	1687	1542
8	140000	2	3	1	28	0	0	2	0	0	0	11285	14096	12108	12211	11793	3719	3329	0	432	1000	1000	1000
9	20000	1	3	2	35	-2	-2	-2	-2	-1	-1	0	0	0	0	13007	13912	0	0	0	13007	1122	0

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6
1992	360000	2	1	2	25	0	0	0	0	0	-2	279846	169426	68810	12800	0	0	7004	1793	2757	0	0	0
1993	290000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0
1994	200000	1	1	2	39	-2	-2	-2	-2	-2	-2	-200	-200	-200	0	60800	0	0	0	200	60800	0	0
1995	140000	1	1	1	45	0	0	0	0	2	2	39716	40799	41853	44452	45433	46383	1600	1600	3169	1700	1700	1495
1996	360000	1	1	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0
1997	50000	2	2	2	23	-1	-1	-1	0	-1	-1	780	0	780	390	390	500	0	780	0	390	500	18300
1998	120000	1	2	2	25	2	2	0	0	0	0	113348	110119	111700	83858	86434	88802	0	5000	3158	3934	3802	2000
1999	100000	1	2	1	29	0	0	0	0	-1	-1	94453	95860	67782	-2618	95748	101299	3320	5000	0	100000	7186	0
2000	200000	2	2	1	28	0	0	0	0	0	0	81865	86790	8441	97041	103541	3632	5000	2000	89000	6500	91	1504
2001	90000	2	2	1	40	-1	-1	-1	-1	-1	-1	4989	-818	1114	657	1332	780	0	2806	2256	2274	780	0

Most frequently occurring

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	# duplicates
0	10000	1	2	1	45	0	0	0	2	0	0	7139	8416	9815	9508	9754	10192	1400	1700	0	400	600	200	2
1	10000	1	2	1	56	2	2	2	0	0	0	2097	4193	3978	4062	4196	4326	2300	0	150	200	200	160	2
2	10000	1	2	2	22	0	0	0	0	0	0	1877	3184	6003	3576	3670	4451	1500	2927	1000	300	1000	500	2
3	10000	1	2	2	22	0	0	0	0	0	0	7960	9649	8518	8628	9293	5033	2000	1000	500	1500	0	2500	2
4	10000	1	2	2	24	-1	2	2	2	0	0	2887	1923	2989	2813	2008	2132	0	1500	0	0	150	0	2
5	10000	1	2	2	27	0	0	2	0	0	0	7015	10227	9560	9901	9963	10182	3507	0	500	370	393	700	2
6	10000	1	2	2	33	0	0	0	0	0	0	8177	9131	9669	7624	8049	6857	2500	1145	1000	1000	1000	1500	2
7	10000	1	2	2	37	0	0	0	0	2	2	8755	8158	7540	8164	6963	5923	1167	1022	1036	0	2700	0	2
8	10000	1	2	2	46	0	0	2	2	2	0	4073	6394	6143	6908	6652	6785	2400	0	871	0	244	251	2
9	10000	1	3	2	23	0	0	0	0	0	2	6974	7838	9002	9182	9729	9411	1134	1298	478	847	0	175	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

Duplicate rows

Most frequently occurring